Models

The plot details the top 10 absolute effects for each demographic variable listed above, as drawn from Gregor’s work.

## 
## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## Chain 1: Gradient evaluation took 0.000293 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.93 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 5.1e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 4.8e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## # A tibble: 520 × 4
## # Groups:   term [52]
##    response                         term                      estimate std.error
##    <chr>                            <chr>                        <dbl>     <dbl>
##  1 practices_assessments_sel        divisionEast South Centr…     2.27      2.11
##  2 practices_co_leaders             divisionEast South Centr…    -2.17      1.82
##  3 practices_teachers_leaders       divisionEast South Centr…    -1.94      1.74
##  4 practices_reallocation_resources divisionEast South Centr…     1.83      1.80
##  5 practices_assessments_agency     divisionEast South Centr…    -1.74      2.10
##  6 practices_accommodations         divisionEast South Centr…    -1.66      1.60
##  7 practices_tutoring               divisionEast South Centr…     1.61      1.76
##  8 practices_multi_age              divisionEast South Centr…    -1.58      1.82
##  9 practices_anti_racist            divisionEast South Centr…    -1.50      1.67
## 10 practices_service_learning       divisionEast South Centr…    -1.44      1.65
## # ℹ 510 more rows
##  [1] "divisionEast South Central"       "divisionMiddle Atlantic"         
##  [3] "divisionMountain"                 "divisionNew England"             
##  [5] "divisionPacific"                  "divisionSouth Atlantic"          
##  [7] "divisionWest North Central"       "divisionWest South Central"      
##  [9] "regionNortheast"                  "regionSouth"                     
## [11] "regionWest"                       "school_stateArizona"             
## [13] "school_stateArkansas"             "school_stateCalifornia"          
## [15] "school_stateColorado"             "school_stateConnecticut"         
## [17] "school_stateDelaware"             "school_stateDistrict of Columbia"
## [19] "school_stateFlorida"              "school_stateGeorgia"             
## [21] "school_stateHawaii"               "school_stateIdaho"               
## [23] "school_stateIllinois"             "school_stateIndiana"             
## [25] "school_stateIowa"                 "school_stateKansas"              
## [27] "school_stateKentucky"             "school_stateLouisiana"           
## [29] "school_stateMaine"                "school_stateMaryland"            
## [31] "school_stateMassachusetts"        "school_stateMichigan"            
## [33] "school_stateMinnesota"            "school_stateMissouri"            
## [35] "school_stateNew Hampshire"        "school_stateNew Jersey"          
## [37] "school_stateNew Mexico"           "school_stateNew York"            
## [39] "school_stateNorth Carolina"       "school_stateNorth Dakota"        
## [41] "school_stateOhio"                 "school_statePennsylvania"        
## [43] "school_stateRhode Island"         "school_stateSouth Carolina"      
## [45] "school_stateSouth Dakota"         "school_stateTennessee"           
## [47] "school_stateTexas"                "school_stateUtah"                
## [49] "school_stateVermont"              "school_stateVirginia"            
## [51] "school_stateWashington"           "school_stateWisconsin"

Plot above is clunky, so I am separating into different plots:

Run code below only to resave files

## $`divisionEast South Central`

## 
## $`divisionMiddle Atlantic`

## 
## $divisionMountain

## 
## $`divisionNew England`

## 
## $divisionPacific

## 
## $`divisionSouth Atlantic`

## 
## $`divisionWest North Central`

## 
## $`divisionWest South Central`

## 
## $regionNortheast

## 
## $regionSouth

## 
## $regionWest

## 
## $school_stateArizona

## 
## $school_stateArkansas

## 
## $school_stateCalifornia

## 
## $school_stateColorado

## 
## $school_stateConnecticut

## 
## $school_stateDelaware

## 
## $`school_stateDistrict of Columbia`

## 
## $school_stateFlorida

## 
## $school_stateGeorgia

## 
## $school_stateHawaii

## 
## $school_stateIdaho

## 
## $school_stateIllinois

## 
## $school_stateIndiana

## 
## $school_stateIowa

## 
## $school_stateKansas

## 
## $school_stateKentucky

## 
## $school_stateLouisiana

## 
## $school_stateMaine

## 
## $school_stateMaryland

## 
## $school_stateMassachusetts

## 
## $school_stateMichigan

## 
## $school_stateMinnesota

## 
## $school_stateMissouri

## 
## $`school_stateNew Hampshire`

## 
## $`school_stateNew Jersey`

## 
## $`school_stateNew Mexico`

## 
## $`school_stateNew York`

## 
## $`school_stateNorth Carolina`

## 
## $`school_stateNorth Dakota`

## 
## $school_stateOhio

## 
## $school_statePennsylvania

## 
## $`school_stateRhode Island`

## 
## $`school_stateSouth Carolina`

## 
## $`school_stateSouth Dakota`

## 
## $school_stateTennessee

## 
## $school_stateTexas

## 
## $school_stateUtah

## 
## $school_stateVermont

## 
## $school_stateVirginia

## 
## $school_stateWashington

## 
## $school_stateWisconsin

## Showing tags by Division

East North Central is missing. Not sure what is going on, tried to tweak but no luck so far.

Showing tags by Region

*Midwest region is missing. Not sure what is going on. The trends of endorsing tag is below one.